{
 "metadata": {
  "name": ""
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "## `prettyplotlib.plot` Example\n",
      "\n",
      "The default matplotlib color cycle is not pretty to look at ... It was taken from MATLAB's color cycle. Need to do this example first because `prettyplotlib` changes the default color cycle to a nicer one, from [ColorBrewer](http://bl.ocks.org/mbostock/5577023)'s Set2."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import matplotlib.pyplot as mpl_plt\n",
      "# Set the random seed for consistency\n",
      "np.random.seed(12)\n",
      "\n",
      "fig, ax = mpl_plt.subplots(1)\n",
      "\n",
      "# Show the whole color range\n",
      "for i in range(8):\n",
      "    y = np.random.normal(size=1000).cumsum()\n",
      "    ax.plot(y)\n",
      "fig.savefig('plot_matplotlib_default.png')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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URqaXIoTAbHld3Y2VITdUVTHXx4cGk4lGk+ms2ijU6ehnb89oV1fSmpqsfoB9DQ1Eubp2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0fT2bMGVFZ2g4VnqB2yuRFqO7HNmsWyxwEsF4GC0FCiCRMUwQYXL35kswqkUqJDh5TXeP55Rbeb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\ngg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x106cc7910>"
       ]
      }
     ],
     "prompt_number": 2
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Yeah.. not nice"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import prettyplotlib as ppl\n",
      "\n",
      "# prettyplotlib imports \n",
      "from prettyplotlib import plt\n",
      "from prettyplotlib import mpl\n",
      "from prettyplotlib import brewer2mpl\n",
      "\n",
      "# Set the random seed for consistency\n",
      "np.random.seed(12)\n",
      "\n",
      "fig, ax = plt.subplots(1)\n",
      "\n",
      "# Show the whole color range\n",
      "for i in range(8):\n",
      "    y = np.random.normal(size=1000).cumsum()\n",
      "    x = np.arange(1000)\n",
      "\n",
      "    # For now, you need to specify both x and y :(\n",
      "    # Still figuring out how to specify just one\n",
      "    ppl.plot(ax, x, y)\n",
      "\n",
      "fig.savefig('plot_prettyplotlib_default.png')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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jsdicyyHLMi0tLYTDYRoaLi5b/ExctgpAVVXa29vHnbSj9Vcmkk1FyCbDiCY7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\nzp2Loig0NzeTlpZGVVVVeL/q6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       "text": [
        "<matplotlib.figure.Figure at 0x1065d0510>"
       ]
      }
     ],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}